optimization

Prompt file imported from wilson323/ai-chat-interfacess (.claude/commands/swarm/optimization.md). Copyright stays with the author.

Optimization Swarm Strategy

Purpose

Performance optimization through specialized analysis.

Activation

Using MCP Tools

// Initialize optimization swarm
mcp__claude -
  flow__swarm_init({
    topology: 'mesh',
    maxAgents: 6,
    strategy: 'adaptive',
  });

// Orchestrate optimization task
mcp__claude -
  flow__task_orchestrate({
    task: 'optimize performance',
    strategy: 'parallel',
    priority: 'high',
  });

Using CLI (Fallback)

npx claude-flow swarm "optimize performance" --strategy optimization

Agent Roles

Agent Spawning with MCP

// Spawn optimization agents
mcp__claude -
  flow__agent_spawn({
    type: 'optimizer',
    name: 'Performance Profiler',
    capabilities: ['profiling', 'bottleneck-detection'],
  });

mcp__claude -
  flow__agent_spawn({
    type: 'analyst',
    name: 'Memory Analyzer',
    capabilities: ['memory-analysis', 'leak-detection'],
  });

mcp__claude -
  flow__agent_spawn({
    type: 'optimizer',
    name: 'Code Optimizer',
    capabilities: ['code-optimization', 'refactoring'],
  });

mcp__claude -
  flow__agent_spawn({
    type: 'tester',
    name: 'Benchmark Runner',
    capabilities: ['benchmarking', 'performance-testing'],
  });

Optimization Areas

Performance Analysis

// Analyze bottlenecks
mcp__claude -
  flow__bottleneck_analyze({
    component: 'all',
    metrics: ['cpu', 'memory', 'io', 'network'],
  });

// Run benchmarks
mcp__claude -
  flow__benchmark_run({
    suite: 'performance',
  });

// WASM optimization
mcp__claude -
  flow__wasm_optimize({
    operation: 'simd-acceleration',
  });

Optimization Operations

// Optimize topology
mcp__claude -
  flow__topology_optimize({
    swarmId: 'optimization-swarm',
  });

// DAA optimization
mcp__claude -
  flow__daa_optimization({
    target: 'performance',
    metrics: ['speed', 'memory', 'efficiency'],
  });

// Load balancing
mcp__claude -
  flow__load_balance({
    swarmId: 'optimization-swarm',
    tasks: optimizationTasks,
  });

Monitoring and Reporting

// Performance report
mcp__claude -
  flow__performance_report({
    format: 'detailed',
    timeframe: '7d',
  });

// Trend analysis
mcp__claude -
  flow__trend_analysis({
    metric: 'performance',
    period: '30d',
  });

// Cost analysis
mcp__claude -
  flow__cost_analysis({
    timeframe: '30d',
  });